---
title: "Dashboard"
output: 
  flexdashboard::flex_dashboard:
    orientation: columns
    vertical_layout: fill
    source: embed
---

```{r setup, include=FALSE}
library(flexdashboard)
library(tidyverse)
library(plotly)
library(p8105.datasets)
library(dplyr)
```

```{r}
data("instacart")

instacart = 
  instacart %>% 
  as_tibble(instacart)
```

Column {data-width=650}
-----------------------------------------------------------------------

### Total Number of Orders by Aisles

```{r}
instacart %>% 
  count(aisle) %>%
  filter(n > 10000) %>%
  mutate(aisle = fct_reorder(aisle, n)) %>%
  plot_ly(x = ~aisle, y = ~n, color = ~aisle, type = "bar", colors = "viridis")
```

Column {data-width=350}
-----------------------------------------------------------------------

### Number of Orders by Day of the Week

```{r}
instacart %>%
  count(order_dow) %>%
  plot_ly(x = ~order_dow, y = ~n, type = "scatter", mode = "lines+markers")
```

### Order Sequence Number by Department 

```{r}
instacart %>% 
  mutate(department = fct_reorder(department, order_number)) %>% 
  plot_ly(y = ~order_number, color = ~department, type = "box", colors = "viridis")
```